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Equation 13 · Part 3 · How Multimodal Models Actually Handle Video, Audio, and Space

Symbol t_f

C(r)=∫tntfT(t) σ(r(t)) c(r(t),d) dt,T(t)=exp⁡ ⁣(−∫tntσ(r(s)) ds),C(\mathbf{r}) = \int_{t_n}^{t_f} T(t)\, \sigma(\mathbf{r}(t))\, \mathbf{c}(\mathbf{r}(t), \mathbf{d})\, dt, \qquad T(t) = \exp\!\left(-\int_{t_n}^{t} \sigma(\mathbf{r}(s))\, ds\right),
tft_f

What this part means

tft_f appears in the bound of this integral. The bound states where the repeated operation starts, ends, or which values it includes.

Its job in the formula

tft_f appears in the bound of this integral. The bound states where the repeated operation starts, ends, or which values it includes.

The passage around this formula

The first treats a scene as a continuous field rather than a discrete grid at all. Neural radiance fields represent a scene as a fully connected network mapping a continuous 5D coordinate — a 3D position plus a 2D viewing direction — to a volume density and a view-dependent emitted colour, then use classical volume rendering to synthesize the colour a camera ray would see by integrating along it [ 8 ] . The rendering equation itself is the cleanest statement of what “continuous” buys and costs: C(r)=∫tntfT(t) σ(r(t)) c(r(t),d) dt,T(t)=exp⁡ ⁣(−∫tntσ(r(s)) ds)C(\mathbf{r}) = \int_{t_n}^{t_f} T(t)\, \sigma(\mathbf{r}(t))\, \mathbf{c}(\mathbf{r}(t), \mathbf{d})\, dt, \qquad T(t) = \exp\!\left(-\int_{t_n}^{t} \sigma(\mathbf{r}(s))\, ds\right). where σ\sigma is volume density, c\mathbf{c} is emitted colour, and T(t) is accumulated transmittance along the ray up to t . There is no patch, no voxel grid, no fixed token count…

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